From af081771f4fa6d3ac86e6eac1a2cf1945957b7f6 Mon Sep 17 00:00:00 2001 From: u0171081 Date: Mon, 17 Jun 2024 10:43:13 +0200 Subject: [PATCH] [FEATURE] Added box filtering --- cluster.ipynb | 185 ++++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 178 insertions(+), 7 deletions(-) diff --git a/cluster.ipynb b/cluster.ipynb index de6e0c8..8758264 100644 --- a/cluster.ipynb +++ b/cluster.ipynb @@ -2,7 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv('inputs/HTS_libraries_all_v6_PCA_no_structure.csv')\n", + "df = df[['Source', 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']]\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -17,17 +31,136 @@ } ], "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", + "fig = plt.figure(figsize=(10, 10))\n", + "df_ax = fig.add_subplot(111, projection='3d')\n", "\n", - "df = pd.read_csv('inputs/HTS_libraries_all_v6_PCA_no_structure.csv')\n", - "df = df[['Source', 'pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']]\n", + "sources = df['Source'].unique()\n", + "for source in sources:\n", + " source_df = df[df['Source'] == source]\n", + " df_ax.scatter(source_df['pPCA dimension 0'], source_df['pPCA dimension 1'], source_df['pPCA dimension 2'], label=source)\n", "\n", + "\n", + "df_ax.set_xlabel('pPCA dimension 0')\n", + "df_ax.set_ylabel('pPCA dimension 1')\n", + "df_ax.set_zlabel('pPCA dimension 2')\n", + "df_ax.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot source distribution on a pie chart\n", + "source_distribution = df['Source'].value_counts()\n", + "source_distribution.plot.pie(autopct='%1.1f%%')\n", + "plt.title('Source distribution')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Just plot VIB_Screening_Core_Library\n", + "vib_df = df[df['Source'] == 'VIB_Screening_Core_Library']\n", + "fig = plt.figure(figsize=(10, 10))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter(vib_df['pPCA dimension 0'], vib_df['pPCA dimension 1'], vib_df['pPCA dimension 2'])\n", + "ax.set_xlabel('pPCA dimension 0')\n", + "ax.set_ylabel('pPCA dimension 1')\n", + "ax.set_zlabel('pPCA dimension 2')\n", + "plt.title('VIB_Screening_Core_Library')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pPCA dimension 0 -20.534426\n", + "pPCA dimension 1 17.513615\n", + "pPCA dimension 2 3.823355\n", + "dtype: float64\n", + "pPCA dimension 0 62.294653\n", + "pPCA dimension 1 28.658155\n", + "pPCA dimension 2 20.038797\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# Filter all librairies points between mean - 2*std and mean + 2*std\n", + "# Hypothesis : PCA tends to create ellipsoid-like clusters\n", + "means = vib_df[['pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']].mean()\n", + "stds = vib_df[['pPCA dimension 0', 'pPCA dimension 1', 'pPCA dimension 2']].std()\n", + "print(means)\n", + "print(stds)\n", + "\n", + "# Step 1 : Remove VIB points\n", + "filtered_df = df[df['Source'] != 'VIB_Screening_Core_Library']\n", + "# Step 2 : Filter VIB points by exclusion in the VIB ellipsoid\n", + "filtered_df = filtered_df[\n", + " ~((filtered_df['pPCA dimension 0'] > means['pPCA dimension 0'] - 2*stds['pPCA dimension 0']) & (filtered_df['pPCA dimension 0'] < means['pPCA dimension 0'] + 2*stds['pPCA dimension 0'])\n", + " & (filtered_df['pPCA dimension 1'] > means['pPCA dimension 1'] - 2*stds['pPCA dimension 1']) & (filtered_df['pPCA dimension 1'] < means['pPCA dimension 1'] + 2*stds['pPCA dimension 1'])\n", + " & (filtered_df['pPCA dimension 2'] > means['pPCA dimension 2'] - 2*stds['pPCA dimension 2']) & (filtered_df['pPCA dimension 2'] < means['pPCA dimension 2'] + 2*stds['pPCA dimension 2']))\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", - "for source in df['Source'].unique():\n", - " source_df = df[df['Source'] == source]\n", + "for source in sources:\n", + " source_df = filtered_df[filtered_df['Source'] == source]\n", " ax.scatter(source_df['pPCA dimension 0'], source_df['pPCA dimension 1'], source_df['pPCA dimension 2'], label=source)\n", "\n", "ax.set_xlabel('pPCA dimension 0')\n", @@ -37,6 +170,44 @@ "\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot repartition of percentage of dropped points for each source\n", + "source_dropped_percentage = {}\n", + "sources = df['Source'].unique()\n", + "for source in sources:\n", + " source_df = df[df['Source'] == source]\n", + " filtered_source_df = filtered_df[filtered_df['Source'] == source]\n", + " source_dropped_percentage[source] = 100 * (len(source_df) - len(filtered_source_df)) / len(source_df)\n", + "\n", + "# Sort by descending order\n", + "source_dropped_percentage = dict(sorted(source_dropped_percentage.items(), key=lambda item: item[1], reverse=True))\n", + "\n", + "fig, ax = plt.subplots()\n", + "hbars = ax.barh(list(source_dropped_percentage.keys()), list(source_dropped_percentage.values()), align='center')\n", + "ax.set_xlabel('Percentage')\n", + "ax.set_title('Percentage of dropped compounds per source')\n", + "ax.invert_yaxis()\n", + "\n", + "ax.bar_label(hbars, fmt='%.2f')\n", + "plt.show()" + ] } ], "metadata": {